---
license: mit
base_model:
- zai-org/GLM-4.6
---

modelopt NVFP4 quantized GLM-4.6

Tested (but not extensively validated) on 4x RTX Pro 6000 Blackwell via:
```
 inference:
    image: vllm/vllm-openai:nightly
    container_name: inference
    ports:
      - "0.0.0.0:8000:8000"
    deploy:
      resources:
        reservations:
          devices:
            - driver: nvidia
              count: -1          # use all GPUs
              capabilities: [gpu]
    environment:
      - NVIDIA_VISIBLE_DEVICES=all
      - NVIDIA_DRIVER_CAPABILITIES=compute,utility
      - NCCL_IB_DISABLE=1
      - NCCL_NVLS_ENABLE=0
      - NCCL_P2P_DISABLE=0
      - NCCL_SHM_DISABLE=0
      - VLLM_USE_V1=1
      - VLLM_USE_FLASHINFER_MOE_FP4=1
      - OMP_NUM_THREADS=8
    volumes:
      - /models/GLM-4.6-NVFP4-4:/GLM-4.6:ro
    command:
      - /GLM-4.6
      - --enable-expert-parallel
      - --enable-prefix-caching
      - --enable-chunked-prefill
      - --served-model-name
      - "GLM-4.6"
      - --tensor-parallel-size
      - "4"
      - --gpu-memory-utilization
      - "0.95"
      - --max-num-batched-tokens
      - "16384"
      - --dtype
      - "auto"
      - --max-num-seqs
      - "8"
      - --kv-cache-dtype
      - fp8
      - --enable-auto-tool-choice
      - --tool-call-parser
      - glm45
      - --host
      - "0.0.0.0"
      - --port
      - "8000"```